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AI Engineering · CA

LLM Orchestration in California

Bay Area teams search LLM orchestration when a single prompt is not a product. I design graphs, tools, retries, and traces for California companies that need agents in production, not a notebook.

Token budgets and eval gates are part of the California SaaS default spec.

Why California teams look for LLM orchestration

  • Prompt spaghetti
  • No traces
  • Agents that loop until the bill explodes

What ships

Stateful multi-step LLM agents with tools, memory, and audit trails.

Primary keyword: LLM orchestration. Also targeted: LangGraph, multi-agent systems, agent orchestration.

California use cases

Support resolver graph

Retrieve, act, refuse, escalate.

Internal research agent

Tools over your APIs with budgets.

Voice + RAG orchestration

Same brain as the call agent, different channel.

LLM orchestration in California — FAQ

Build LLM orchestration for California